Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 188 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 28.6 KiB |
| Average record size in memory | 155.7 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 11 |
Active is highly overall correlated with Confirmed and 7 other fields | High correlation |
Confirmed is highly overall correlated with Active and 7 other fields | High correlation |
Deaths is highly overall correlated with Active and 7 other fields | High correlation |
Deaths / 100 Cases is highly overall correlated with New deaths and 1 other fields | High correlation |
Deaths / 100 Recovered is highly overall correlated with Recovered / 100 Cases | High correlation |
New cases is highly overall correlated with Active and 7 other fields | High correlation |
New deaths is highly overall correlated with Active and 7 other fields | High correlation |
New recovered is highly overall correlated with Active and 7 other fields | High correlation |
No. of countries is highly overall correlated with Active and 8 other fields | High correlation |
Recovered is highly overall correlated with Active and 7 other fields | High correlation |
Recovered / 100 Cases is highly overall correlated with Active and 7 other fields | High correlation |
Date has unique values | Unique |
Confirmed has unique values | Unique |
Deaths has unique values | Unique |
Recovered has unique values | Unique |
Active has unique values | Unique |
New cases has unique values | Unique |
New recovered has unique values | Unique |
Reproduction
| Analysis started | 2025-11-30 19:07:40.456026 |
|---|---|
| Analysis finished | 2025-11-30 19:07:55.904039 |
| Duration | 15.45 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Date
Date
Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Minimum | 2020-01-22 00:00:00 |
|---|---|
| Maximum | 2020-07-27 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Confirmed
Real number (ℝ)
High correlation Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4406960 |
| Minimum | 555 |
|---|---|
| Maximum | 16480485 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 555 |
|---|---|
| 5-th percentile | 10665.85 |
| Q1 | 112191 |
| median | 2848733 |
| Q3 | 7422045.5 |
| 95-th percentile | 14209026 |
| Maximum | 16480485 |
| Range | 16479930 |
| Interquartile range (IQR) | 7309854.5 |
Descriptive statistics
| Standard deviation | 4757988.3 |
|---|---|
| Coefficient of variation (CV) | 1.0796532 |
| Kurtosis | -0.284262 |
| Mean | 4406960 |
| Median Absolute Deviation (MAD) | 2770604.5 |
| Skewness | 0.92806972 |
| Sum | 8.2850848 × 108 |
| Variance | 2.2638453 × 1013 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 555 | 1 | 0.5% |
| 6077978 | 1 | 0.5% |
| 5110064 | 1 | 0.5% |
| 5216964 | 1 | 0.5% |
| 5322253 | 1 | 0.5% |
| 5417579 | 1 | 0.5% |
| 5504542 | 1 | 0.5% |
| 5597064 | 1 | 0.5% |
| 5699664 | 1 | 0.5% |
| 5818978 | 1 | 0.5% |
| Other values (178) | 178 |
| Value | Count | Frequency (%) |
| 555 | 1 | |
| 654 | 1 | |
| 941 | 1 | |
| 1434 | 1 | |
| 2118 | 1 | |
| 2927 | 1 | |
| 5578 | 1 | |
| 6166 | 1 | |
| 8234 | 1 | |
| 9927 | 1 |
| Value | Count | Frequency (%) |
| 16480485 | 1 | |
| 16251796 | 1 | |
| 16047190 | 1 | |
| 15791645 | 1 | |
| 15510481 | 1 | |
| 15227725 | 1 | |
| 14947078 | 1 | |
| 14713623 | 1 | |
| 14506845 | 1 | |
| 14292198 | 1 |
Deaths
Real number (ℝ)
High correlation Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 230770.76 |
| Minimum | 17 |
|---|---|
| Maximum | 654036 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 229.1 |
| Q1 | 3935 |
| median | 204190 |
| Q3 | 418634.5 |
| 95-th percentile | 600160.55 |
| Maximum | 654036 |
| Range | 654019 |
| Interquartile range (IQR) | 414699.5 |
Descriptive statistics
| Standard deviation | 217929.09 |
|---|---|
| Coefficient of variation (CV) | 0.94435315 |
| Kurtosis | -1.311584 |
| Mean | 230770.76 |
| Median Absolute Deviation (MAD) | 200792 |
| Skewness | 0.37859407 |
| Sum | 43384903 |
| Variance | 4.749309 × 1010 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17 | 1 | 0.5% |
| 370718 | 1 | 0.5% |
| 334112 | 1 | 0.5% |
| 339396 | 1 | 0.5% |
| 343385 | 1 | 0.5% |
| 346525 | 1 | 0.5% |
| 347703 | 1 | 0.5% |
| 351906 | 1 | 0.5% |
| 357119 | 1 | 0.5% |
| 361820 | 1 | 0.5% |
| Other values (178) | 178 |
| Value | Count | Frequency (%) |
| 17 | 1 | |
| 18 | 1 | |
| 26 | 1 | |
| 42 | 1 | |
| 56 | 1 | |
| 82 | 1 | |
| 131 | 1 | |
| 133 | 1 | |
| 171 | 1 | |
| 213 | 1 |
| Value | Count | Frequency (%) |
| 654036 | 1 | |
| 648621 | 1 | |
| 644517 | 1 | |
| 639650 | 1 | |
| 633506 | 1 | |
| 623540 | 1 | |
| 616557 | 1 | |
| 610319 | 1 | |
| 606159 | 1 | |
| 602130 | 1 |
Recovered
Real number (ℝ)
High correlation Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2066001.2 |
| Minimum | 28 |
|---|---|
| Maximum | 9468087 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 240.7 |
| Q1 | 60441.25 |
| median | 784784 |
| Q3 | 3416395.8 |
| 95-th percentile | 7891773.5 |
| Maximum | 9468087 |
| Range | 9468059 |
| Interquartile range (IQR) | 3355954.5 |
Descriptive statistics
| Standard deviation | 2627976.4 |
|---|---|
| Coefficient of variation (CV) | 1.2720111 |
| Kurtosis | 0.45482146 |
| Mean | 2066001.2 |
| Median Absolute Deviation (MAD) | 780718.5 |
| Skewness | 1.2664063 |
| Sum | 3.8840823 × 108 |
| Variance | 6.9062599 × 1012 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 1 | 0.5% |
| 2509981 | 1 | 0.5% |
| 1900768 | 1 | 0.5% |
| 2008541 | 1 | 0.5% |
| 2062802 | 1 | 0.5% |
| 2117555 | 1 | 0.5% |
| 2180605 | 1 | 0.5% |
| 2235118 | 1 | 0.5% |
| 2297613 | 1 | 0.5% |
| 2363746 | 1 | 0.5% |
| Other values (178) | 178 |
| Value | Count | Frequency (%) |
| 28 | 1 | |
| 30 | 1 | |
| 36 | 1 | |
| 39 | 1 | |
| 52 | 1 | |
| 61 | 1 | |
| 107 | 1 | |
| 125 | 1 | |
| 141 | 1 | |
| 219 | 1 |
| Value | Count | Frequency (%) |
| 9468087 | 1 | |
| 9293464 | 1 | |
| 9158743 | 1 | |
| 8939705 | 1 | |
| 8710969 | 1 | |
| 8541255 | 1 | |
| 8364986 | 1 | |
| 8190777 | 1 | |
| 8032235 | 1 | |
| 7944550 | 1 |
Active
Real number (ℝ)
High correlation Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2110188 |
| Minimum | 510 |
|---|---|
| Maximum | 6358362 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 10196.05 |
| Q1 | 58641.75 |
| median | 1859759 |
| Q3 | 3587015.2 |
| 95-th percentile | 5717091.7 |
| Maximum | 6358362 |
| Range | 6357852 |
| Interquartile range (IQR) | 3528373.5 |
Descriptive statistics
| Standard deviation | 1969670.4 |
|---|---|
| Coefficient of variation (CV) | 0.93340992 |
| Kurtosis | -1.0021928 |
| Mean | 2110188 |
| Median Absolute Deviation (MAD) | 1800910 |
| Skewness | 0.50420736 |
| Sum | 3.9671535 × 108 |
| Variance | 3.8796017 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 510 | 1 | 0.5% |
| 3197279 | 1 | 0.5% |
| 2875184 | 1 | 0.5% |
| 2869027 | 1 | 0.5% |
| 2916066 | 1 | 0.5% |
| 2953499 | 1 | 0.5% |
| 2976234 | 1 | 0.5% |
| 3010040 | 1 | 0.5% |
| 3044932 | 1 | 0.5% |
| 3093412 | 1 | 0.5% |
| Other values (178) | 178 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 606 | 1 | |
| 879 | 1 | |
| 1353 | 1 | |
| 2010 | 1 | |
| 2784 | 1 | |
| 5340 | 1 | |
| 5908 | 1 | |
| 7922 | 1 | |
| 9495 | 1 |
| Value | Count | Frequency (%) |
| 6358362 | 1 | |
| 6309711 | 1 | |
| 6243930 | 1 | |
| 6212290 | 1 | |
| 6166006 | 1 | |
| 6062930 | 1 | |
| 5965535 | 1 | |
| 5912527 | 1 | |
| 5868451 | 1 | |
| 5745518 | 1 |
New cases
Real number (ℝ)
High correlation Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87771.021 |
| Minimum | 0 |
|---|---|
| Maximum | 282756 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 648.25 |
| Q1 | 5568.5 |
| median | 81114 |
| Q3 | 131502.5 |
| 95-th percentile | 230271.85 |
| Maximum | 282756 |
| Range | 282756 |
| Interquartile range (IQR) | 125934 |
Descriptive statistics
| Standard deviation | 75295.293 |
|---|---|
| Coefficient of variation (CV) | 0.85786051 |
| Kurtosis | -0.4123708 |
| Mean | 87771.021 |
| Median Absolute Deviation (MAD) | 61133.5 |
| Skewness | 0.62712651 |
| Sum | 16500952 |
| Variance | 5.6693812 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.5% |
| 137833 | 1 | 0.5% |
| 106438 | 1 | 0.5% |
| 106900 | 1 | 0.5% |
| 105289 | 1 | 0.5% |
| 95326 | 1 | 0.5% |
| 87335 | 1 | 0.5% |
| 92742 | 1 | 0.5% |
| 102600 | 1 | 0.5% |
| 119314 | 1 | 0.5% |
| Other values (178) | 178 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 99 | 1 | |
| 287 | 1 | |
| 323 | 1 | |
| 421 | 1 | |
| 493 | 1 | |
| 547 | 1 | |
| 564 | 1 | |
| 588 | 1 | |
| 629 | 1 |
| Value | Count | Frequency (%) |
| 282756 | 1 | |
| 281164 | 1 | |
| 280647 | 1 | |
| 255545 | 1 | |
| 252544 | 1 | |
| 242038 | 1 | |
| 237635 | 1 | |
| 233565 | 1 | |
| 232577 | 1 | |
| 231122 | 1 |
New deaths
Real number (ℝ)
High correlation
| Distinct | 185 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3478.8245 |
| Minimum | 0 |
|---|---|
| Maximum | 9966 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.2 |
| Q1 | 250.75 |
| median | 4116 |
| Q3 | 5346 |
| 95-th percentile | 6887.15 |
| Maximum | 9966 |
| Range | 9966 |
| Interquartile range (IQR) | 5095.25 |
Descriptive statistics
| Standard deviation | 2537.7357 |
|---|---|
| Coefficient of variation (CV) | 0.7294808 |
| Kurtosis | -1.1664463 |
| Mean | 3478.8245 |
| Median Absolute Deviation (MAD) | 1740 |
| Skewness | -0.12616544 |
| Sum | 654019 |
| Variance | 6440102.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5311 | 2 | 1.1% |
| 3473 | 2 | 1.1% |
| 100 | 2 | 1.1% |
| 4885 | 1 | 0.5% |
| 5284 | 1 | 0.5% |
| 3989 | 1 | 0.5% |
| 3140 | 1 | 0.5% |
| 1178 | 1 | 0.5% |
| 4203 | 1 | 0.5% |
| 5213 | 1 | 0.5% |
| Other values (175) | 175 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 14 | 1 | |
| 16 | 1 | |
| 26 | 1 |
| Value | Count | Frequency (%) |
| 9966 | 1 | |
| 8890 | 1 | |
| 8312 | 1 | |
| 7902 | 1 | |
| 7629 | 1 | |
| 7283 | 1 | |
| 7272 | 1 | |
| 7157 | 1 | |
| 6983 | 1 | |
| 6898 | 1 |
New recovered
Real number (ℝ)
High correlation Unique
| Distinct | 188 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50362.016 |
| Minimum | 0 |
|---|---|
| Maximum | 284394 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67.6 |
| Q1 | 2488.25 |
| median | 30991.5 |
| Q3 | 79706.25 |
| 95-th percentile | 159114.65 |
| Maximum | 284394 |
| Range | 284394 |
| Interquartile range (IQR) | 77218 |
Descriptive statistics
| Standard deviation | 56090.892 |
|---|---|
| Coefficient of variation (CV) | 1.1137539 |
| Kurtosis | 1.4714015 |
| Mean | 50362.016 |
| Median Absolute Deviation (MAD) | 29331.5 |
| Skewness | 1.3038237 |
| Sum | 9468059 |
| Variance | 3.1461882 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.5% |
| 69854 | 1 | 0.5% |
| 50327 | 1 | 0.5% |
| 107773 | 1 | 0.5% |
| 54261 | 1 | 0.5% |
| 54753 | 1 | 0.5% |
| 63050 | 1 | 0.5% |
| 54513 | 1 | 0.5% |
| 62495 | 1 | 0.5% |
| 66133 | 1 | 0.5% |
| Other values (178) | 178 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 6 | 1 | |
| 9 | 1 | |
| 13 | 1 | |
| 16 | 1 | |
| 18 | 1 | |
| 46 | 1 | |
| 62 | 1 |
| Value | Count | Frequency (%) |
| 284394 | 1 | |
| 228736 | 1 | |
| 219038 | 1 | |
| 195433 | 1 | |
| 176269 | 1 | |
| 174623 | 1 | |
| 174209 | 1 | |
| 169714 | 1 | |
| 159519 | 1 | |
| 159423 | 1 |
Deaths / 100 Cases
Real number (ℝ)
High correlation
| Distinct | 162 |
|---|---|
| Distinct (%) | 86.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8606383 |
| Minimum | 2.04 |
|---|---|
| Maximum | 7.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 2.04 |
|---|---|
| 5-th percentile | 2.1635 |
| Q1 | 3.51 |
| median | 4.85 |
| Q3 | 6.2975 |
| 95-th percentile | 7.11 |
| Maximum | 7.18 |
| Range | 5.14 |
| Interquartile range (IQR) | 2.7875 |
Descriptive statistics
| Standard deviation | 1.5795409 |
|---|---|
| Coefficient of variation (CV) | 0.32496573 |
| Kurtosis | -1.149222 |
| Mean | 4.8606383 |
| Median Absolute Deviation (MAD) | 1.41 |
| Skewness | -0.14454005 |
| Sum | 913.8 |
| Variance | 2.4949493 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.43 | 4 | 2.1% |
| 7.18 | 3 | 1.6% |
| 3.44 | 3 | 1.6% |
| 7.05 | 3 | 1.6% |
| 7.16 | 2 | 1.1% |
| 4.48 | 2 | 1.1% |
| 3.41 | 2 | 1.1% |
| 6.88 | 2 | 1.1% |
| 4.34 | 2 | 1.1% |
| 5.28 | 2 | 1.1% |
| Other values (152) | 163 |
| Value | Count | Frequency (%) |
| 2.04 | 1 | |
| 2.06 | 2 | |
| 2.08 | 1 | |
| 2.09 | 1 | |
| 2.14 | 1 | |
| 2.15 | 2 | |
| 2.16 | 2 | |
| 2.17 | 1 | |
| 2.26 | 1 | |
| 2.28 | 2 |
| Value | Count | Frequency (%) |
| 7.18 | 3 | |
| 7.16 | 2 | |
| 7.15 | 1 | 0.5% |
| 7.14 | 2 | |
| 7.13 | 1 | 0.5% |
| 7.11 | 2 | |
| 7.09 | 1 | 0.5% |
| 7.07 | 1 | 0.5% |
| 7.05 | 3 | |
| 7.04 | 1 | 0.5% |
Recovered / 100 Cases
Real number (ℝ)
High correlation
| Distinct | 185 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.343936 |
| Minimum | 1.71 |
|---|---|
| Maximum | 57.45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.71 |
|---|---|
| 5-th percentile | 3.18 |
| Q1 | 22.785 |
| median | 35.68 |
| Q3 | 48.945 |
| 95-th percentile | 55.422 |
| Maximum | 57.45 |
| Range | 55.74 |
| Interquartile range (IQR) | 26.16 |
Descriptive statistics
| Standard deviation | 16.206159 |
|---|---|
| Coefficient of variation (CV) | 0.47187831 |
| Kurtosis | -0.8430659 |
| Mean | 34.343936 |
| Median Absolute Deviation (MAD) | 13.205 |
| Skewness | -0.43128346 |
| Sum | 6456.66 |
| Variance | 262.63957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.59 | 2 | 1.1% |
| 20.03 | 2 | 1.1% |
| 28.1 | 2 | 1.1% |
| 5.05 | 1 | 0.5% |
| 41.3 | 1 | 0.5% |
| 38.76 | 1 | 0.5% |
| 39.09 | 1 | 0.5% |
| 39.61 | 1 | 0.5% |
| 39.93 | 1 | 0.5% |
| 40.31 | 1 | 0.5% |
| Other values (175) | 175 |
| Value | Count | Frequency (%) |
| 1.71 | 1 | |
| 1.92 | 1 | |
| 2.03 | 1 | |
| 2.08 | 1 | |
| 2.21 | 1 | |
| 2.33 | 1 | |
| 2.46 | 1 | |
| 2.72 | 1 | |
| 2.73 | 1 | |
| 3.04 | 1 |
| Value | Count | Frequency (%) |
| 57.45 | 1 | |
| 57.18 | 1 | |
| 57.07 | 1 | |
| 56.61 | 1 | |
| 56.16 | 1 | |
| 56.09 | 1 | |
| 55.96 | 1 | |
| 55.67 | 1 | |
| 55.59 | 1 | |
| 55.45 | 1 |
Deaths / 100 Recovered
Real number (ℝ)
High correlation
| Distinct | 182 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.104521 |
| Minimum | 6.26 |
|---|---|
| Maximum | 134.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 6.26 |
|---|---|
| 5-th percentile | 6.98 |
| Q1 | 9.65 |
| median | 15.38 |
| Q3 | 25.3425 |
| 95-th percentile | 71.6285 |
| Maximum | 134.43 |
| Range | 128.17 |
| Interquartile range (IQR) | 15.6925 |
Descriptive statistics
| Standard deviation | 22.568307 |
|---|---|
| Coefficient of variation (CV) | 1.0209815 |
| Kurtosis | 9.7956168 |
| Mean | 22.104521 |
| Median Absolute Deviation (MAD) | 7.105 |
| Skewness | 3.0422628 |
| Sum | 4155.65 |
| Variance | 509.32848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.23 | 2 | 1.1% |
| 107.69 | 2 | 1.1% |
| 28.76 | 2 | 1.1% |
| 11.98 | 2 | 1.1% |
| 6.98 | 2 | 1.1% |
| 27.28 | 2 | 1.1% |
| 60.71 | 1 | 0.5% |
| 15.02 | 1 | 0.5% |
| 16.65 | 1 | 0.5% |
| 16.36 | 1 | 0.5% |
| Other values (172) | 172 |
| Value | Count | Frequency (%) |
| 6.26 | 1 | |
| 6.36 | 1 | |
| 6.4 | 1 | |
| 6.43 | 1 | |
| 6.54 | 1 | |
| 6.55 | 1 | |
| 6.76 | 1 | |
| 6.78 | 1 | |
| 6.91 | 1 | |
| 6.98 | 2 |
| Value | Count | Frequency (%) |
| 134.43 | 1 | |
| 122.43 | 1 | |
| 121.28 | 1 | |
| 107.69 | 2 | |
| 106.4 | 1 | |
| 97.26 | 1 | |
| 92.17 | 1 | |
| 78.87 | 1 | |
| 72.22 | 1 | |
| 70.53 | 1 |
No. of countries
Real number (ℝ)
High correlation
| Distinct | 56 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.35106 |
| Minimum | 6 |
|---|---|
| Maximum | 187 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 24.35 |
| Q1 | 101.25 |
| median | 184 |
| Q3 | 187 |
| 95-th percentile | 187 |
| Maximum | 187 |
| Range | 181 |
| Interquartile range (IQR) | 85.75 |
Descriptive statistics
| Standard deviation | 65.175979 |
|---|---|
| Coefficient of variation (CV) | 0.45151021 |
| Kurtosis | -0.49893616 |
| Mean | 144.35106 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.138638 |
| Sum | 27138 |
| Variance | 4247.9082 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 187 | 76 | |
| 184 | 20 | 10.6% |
| 186 | 13 | 6.9% |
| 26 | 10 | 5.3% |
| 27 | 5 | 2.7% |
| 183 | 4 | 2.1% |
| 25 | 3 | 1.6% |
| 176 | 3 | 1.6% |
| 180 | 3 | 1.6% |
| 179 | 2 | 1.1% |
| Other values (46) | 49 |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.5% |
| 8 | 1 | 0.5% |
| 9 | 1 | 0.5% |
| 11 | 1 | 0.5% |
| 13 | 1 | 0.5% |
| 16 | 2 | |
| 18 | 1 | 0.5% |
| 20 | 1 | 0.5% |
| 24 | 1 | 0.5% |
| 25 | 3 |
| Value | Count | Frequency (%) |
| 187 | 76 | |
| 186 | 13 | 6.9% |
| 184 | 20 | 10.6% |
| 183 | 4 | 2.1% |
| 182 | 1 | 0.5% |
| 180 | 3 | 1.6% |
| 179 | 2 | 1.1% |
| 177 | 1 | 0.5% |
| 176 | 3 | 1.6% |
| 175 | 1 | 0.5% |
Interactions
Correlations
| Active | Confirmed | Deaths | Deaths / 100 Cases | Deaths / 100 Recovered | New cases | New deaths | New recovered | No. of countries | Recovered | Recovered / 100 Cases | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Active | 1.000 | 0.994 | 0.994 | 0.486 | -0.463 | 0.967 | 0.657 | 0.977 | 0.960 | 0.994 | 0.721 |
| Confirmed | 0.994 | 1.000 | 1.000 | 0.492 | -0.493 | 0.970 | 0.656 | 0.983 | 0.966 | 1.000 | 0.761 |
| Deaths | 0.994 | 1.000 | 1.000 | 0.492 | -0.493 | 0.970 | 0.656 | 0.983 | 0.966 | 1.000 | 0.761 |
| Deaths / 100 Cases | 0.486 | 0.492 | 0.492 | 1.000 | 0.206 | 0.468 | 0.732 | 0.495 | 0.601 | 0.492 | 0.091 |
| Deaths / 100 Recovered | -0.463 | -0.493 | -0.493 | 0.206 | 1.000 | -0.399 | 0.018 | -0.480 | -0.410 | -0.493 | -0.909 |
| New cases | 0.967 | 0.970 | 0.970 | 0.468 | -0.399 | 1.000 | 0.704 | 0.957 | 0.937 | 0.970 | 0.687 |
| New deaths | 0.657 | 0.656 | 0.656 | 0.732 | 0.018 | 0.704 | 1.000 | 0.668 | 0.645 | 0.656 | 0.267 |
| New recovered | 0.977 | 0.983 | 0.983 | 0.495 | -0.480 | 0.957 | 0.668 | 1.000 | 0.954 | 0.983 | 0.743 |
| No. of countries | 0.960 | 0.966 | 0.966 | 0.601 | -0.410 | 0.937 | 0.645 | 0.954 | 1.000 | 0.966 | 0.694 |
| Recovered | 0.994 | 1.000 | 1.000 | 0.492 | -0.493 | 0.970 | 0.656 | 0.983 | 0.966 | 1.000 | 0.761 |
| Recovered / 100 Cases | 0.721 | 0.761 | 0.761 | 0.091 | -0.909 | 0.687 | 0.267 | 0.743 | 0.694 | 0.761 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Date | Confirmed | Deaths | Recovered | Active | New cases | New deaths | New recovered | Deaths / 100 Cases | Recovered / 100 Cases | Deaths / 100 Recovered | No. of countries | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020-01-22 | 555 | 17 | 28 | 510 | 0 | 0 | 0 | 3.06 | 5.05 | 60.71 | 6 |
| 1 | 2020-01-23 | 654 | 18 | 30 | 606 | 99 | 1 | 2 | 2.75 | 4.59 | 60.00 | 8 |
| 2 | 2020-01-24 | 941 | 26 | 36 | 879 | 287 | 8 | 6 | 2.76 | 3.83 | 72.22 | 9 |
| 3 | 2020-01-25 | 1434 | 42 | 39 | 1353 | 493 | 16 | 3 | 2.93 | 2.72 | 107.69 | 11 |
| 4 | 2020-01-26 | 2118 | 56 | 52 | 2010 | 684 | 14 | 13 | 2.64 | 2.46 | 107.69 | 13 |
| 5 | 2020-01-27 | 2927 | 82 | 61 | 2784 | 809 | 26 | 9 | 2.80 | 2.08 | 134.43 | 16 |
| 6 | 2020-01-28 | 5578 | 131 | 107 | 5340 | 2651 | 49 | 46 | 2.35 | 1.92 | 122.43 | 16 |
| 7 | 2020-01-29 | 6166 | 133 | 125 | 5908 | 588 | 2 | 18 | 2.16 | 2.03 | 106.40 | 18 |
| 8 | 2020-01-30 | 8234 | 171 | 141 | 7922 | 2068 | 38 | 16 | 2.08 | 1.71 | 121.28 | 20 |
| 9 | 2020-01-31 | 9927 | 213 | 219 | 9495 | 1693 | 42 | 78 | 2.15 | 2.21 | 97.26 | 24 |
| Date | Confirmed | Deaths | Recovered | Active | New cases | New deaths | New recovered | Deaths / 100 Cases | Recovered / 100 Cases | Deaths / 100 Recovered | No. of countries | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 178 | 2020-07-18 | 14292198 | 602130 | 7944550 | 5745518 | 237635 | 5627 | 150790 | 4.21 | 55.59 | 7.58 | 187 |
| 179 | 2020-07-19 | 14506845 | 606159 | 8032235 | 5868451 | 214647 | 4029 | 87685 | 4.18 | 55.37 | 7.55 | 187 |
| 180 | 2020-07-20 | 14713623 | 610319 | 8190777 | 5912527 | 206778 | 4160 | 158542 | 4.15 | 55.67 | 7.45 | 187 |
| 181 | 2020-07-21 | 14947078 | 616557 | 8364986 | 5965535 | 233565 | 6238 | 174209 | 4.12 | 55.96 | 7.37 | 187 |
| 182 | 2020-07-22 | 15227725 | 623540 | 8541255 | 6062930 | 280647 | 6983 | 176269 | 4.09 | 56.09 | 7.30 | 187 |
| 183 | 2020-07-23 | 15510481 | 633506 | 8710969 | 6166006 | 282756 | 9966 | 169714 | 4.08 | 56.16 | 7.27 | 187 |
| 184 | 2020-07-24 | 15791645 | 639650 | 8939705 | 6212290 | 281164 | 6144 | 228736 | 4.05 | 56.61 | 7.16 | 187 |
| 185 | 2020-07-25 | 16047190 | 644517 | 9158743 | 6243930 | 255545 | 4867 | 219038 | 4.02 | 57.07 | 7.04 | 187 |
| 186 | 2020-07-26 | 16251796 | 648621 | 9293464 | 6309711 | 204606 | 4104 | 134721 | 3.99 | 57.18 | 6.98 | 187 |
| 187 | 2020-07-27 | 16480485 | 654036 | 9468087 | 6358362 | 228693 | 5415 | 174623 | 3.97 | 57.45 | 6.91 | 187 |